The Value of Multi-Dimensional Rating Systems: Evidence from a Natural Experiment and Randomized Experiments

Pei-yu Chen, Y. Hong, Y. Liu
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引用次数: 90

Abstract

Online product ratings offer information on product quality. Scholars have recently proposed the potential of designing multidimensional rating systems to better convey information on multiple dimensions of products. This study investigates whether and how multidimensional rating systems affect consumer satisfaction (measured by product ratings), based on both observational data and two randomized experiments. Our identification strategy of the observational study hinges on a natural experiment on TripAdvisor when the website started to allow consumers to rate multiple dimensions of the restaurants, as opposed to only providing an overall rating, in January 2009. We further obtain rating data on the same set of restaurants from Yelp, which controls for the unobserved restaurant quality over time and allows us to identify the causal effect using a difference-in-differences approach. Results from the econometric analyses show that ratings in a single-dimensional rating system have a downward trend and a hig...
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多维评价系统的价值:来自自然实验和随机实验的证据
在线产品评级提供有关产品质量的信息。学者们最近提出了设计多维评级系统的潜力,以更好地传达产品的多个维度的信息。本研究基于观察数据和两个随机实验,探讨多维评级系统是否以及如何影响消费者满意度(以产品评级衡量)。2009年1月,TripAdvisor网站开始允许消费者对餐厅的多个维度进行评分,而不是只提供总体评分,我们的观察性研究的识别策略取决于TripAdvisor上的一个自然实验。我们进一步从Yelp获得同一组餐厅的评级数据,该数据控制了未观察到的餐厅质量随时间的变化,并允许我们使用差异中的差异方法确定因果关系。计量分析结果表明,单维评分系统的评分呈下降趋势,且评分值较高。
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